Software Developers Struggle as Claude AI Outages Disrupt Coding

The reliance on AI tools like Claude has made some engineers feel like they're "writing code like a caveman" when the services go down.

Published on Mar. 4, 2026

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Anthropic's AI assistant Claude experienced outages this week, leaving some software developers unable to rely on the tool they've become dependent on for generating and fixing code. The disruption highlighted how quickly AI has become embedded in engineers' daily work, with many expressing frustration at having to revert to manual coding methods. The outages came during a tumultuous period for Anthropic, which has faced a standoff with the Pentagon over use of its technology.

Why it matters

The reliance on AI tools like Claude among software developers raises concerns about skill atrophy and overreliance on technology. As AI becomes more integrated into the software development workflow, outages can significantly disrupt productivity and leave engineers feeling unprepared to work without the assistance of these AI models.

The details

When Anthropic's Claude AI tools stopped working this week, some software developers faced the unthinkable: coding manually. The outages highlighted the growing popularity of Claude's coding tool and how many developers have become dependent on it for generating and fixing code. Engineers at companies like Meta, Netflix, Salesforce, and Accenture use Claude Code, and it has become nearly as widespread as GitHub Copilot according to a recent survey.

  • On Monday, users began reporting outages across Anthropic's AI tools.
  • The problems continued into Tuesday, with Anthropic saying the issues had been resolved by Wednesday.

The players

Anthropic

An artificial intelligence company that developed the Claude AI assistant.

Gauresh Pandit

A senior software engineer at Meta who said tools like Claude have become embedded in engineers' day-to-day work.

Dishant Banga

A data scientist based in Charlotte, North Carolina who has come to rely heavily on Claude as part of his daily learning routine.

Gergely Orosz

A former Uber engineering manager who now writes a newsletter on the industry, and recently surveyed subscribers about their top AI tools.

Sathika Hettiarachchi

An IT student and software developer who prefers Claude over alternatives from Google and xAI, and has made it his "go-to" AI model for his projects.

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What they’re saying

“Since I do a lot of coding and problem solving, Claude is the better option for me.”

— Sathika Hettiarachchi, IT Student and Software Developer (Business Insider)

“I never realized how people (including myself) have become so dependent on AI in such a short time until the Claude outage happened.”

— Sathika Hettiarachchi, IT Student and Software Developer (X)

What’s next

The judge in the case will decide on Tuesday whether or not to allow Walker Reed Quinn out on bail.

The takeaway

This case highlights growing concerns in the community about repeat offenders released on bail, raising questions about bail reform, public safety on SF streets, and if any special laws to govern autonomous vehicles in residential and commercial areas.